data profile

Dataset statistics

Number of variables	21
Number of observations	832
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	11
Duplicate rows (%)	1.3%
Total size in memory	136.6 KiB
Average record size in memory	168.2 B

Variable types

Numeric	20
Categorical	1

Alerts

Dataset has 11 (1.3%) duplicate rows	Duplicates
`push` is highly correlated with `mov` and 8 other fields	High correlation
`mov` is highly correlated with `push` and 8 other fields	High correlation
`call` is highly correlated with `push` and 7 other fields	High correlation
`sub` is highly correlated with `push` and 6 other fields	High correlation
`jmp` is highly correlated with `push` and 8 other fields	High correlation
`add` is highly correlated with `push` and 6 other fields	High correlation
`cmp` is highly correlated with `push` and 8 other fields	High correlation
`test` is highly correlated with `push` and 9 other fields	High correlation
`lea` is highly correlated with `push` and 6 other fields	High correlation
`pop` is highly correlated with `push` and 8 other fields	High correlation
`FindFirstFile` is highly correlated with `GetFileAttributesW`	High correlation
`SearchPathW` is highly correlated with `FindResourceEx` and 3 other fields	High correlation
`SetFilePointer` is highly correlated with `cmp`	High correlation
`FindResourceEx` is highly correlated with `SetFileAttributesW` and 3 other fields	High correlation
`GetFileAttributesW` is highly correlated with `FindFirstFile` and 2 other fields	High correlation
`SetFileAttributesW` is highly correlated with `FindResourceEx` and 5 other fields	High correlation
`SetFilePointerEx` is highly correlated with `GetFileAttributesW` and 2 other fields	High correlation
`CryptEncrypt` is highly correlated with `GetFileAttributesW` and 2 other fields	High correlation
`CreateThread` is highly correlated with `FindResourceEx` and 3 other fields	High correlation
`FindResourceExW` is highly correlated with `FindResourceEx` and 3 other fields	High correlation
`Cerber` is highly correlated with `test` and 4 other fields	High correlation
`SetFilePointer` is highly skewed (γ1 = 25.04170858)	Skewed
`FindFirstFile` has 80 (9.6%) zeros	Zeros
`SearchPathW` has 276 (33.2%) zeros	Zeros
`SetFilePointer` has 120 (14.4%) zeros	Zeros
`FindResourceEx` has 196 (23.6%) zeros	Zeros
`GetFileAttributesW` has 105 (12.6%) zeros	Zeros
`SetFileAttributesW` has 290 (34.9%) zeros	Zeros
`SetFilePointerEx` has 316 (38.0%) zeros	Zeros
`CryptEncrypt` has 452 (54.3%) zeros	Zeros
`CreateThread` has 124 (14.9%) zeros	Zeros
`FindResourceExW` has 195 (23.4%) zeros	Zeros

Reproduction

Analysis started	2022-10-12 05:25:05.868830
Analysis finished	2022-10-12 05:25:46.705960
Duration	40.84 seconds
Software version	pandas-profiling v3.3.0
Download configuration	config.json

push
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	537
Distinct (%)	64.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14395.25721

Minimum	0
Maximum	263735
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	0
5-th percentile	233
Q1	2123
median	5176
Q3	9617
95-th percentile	68582.45
Maximum	263735
Range	263735
Interquartile range (IQR)	7494

Descriptive statistics

Standard deviation	30065.39328
Coefficient of variation (CV)	2.088562423
Kurtosis	22.25078828
Mean	14395.25721
Median Absolute Deviation (MAD)	3111
Skewness	4.29330906
Sum	11976854
Variance	903927873.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2065	23	2.8%
4984	13	1.6%
26697	11	1.3%
5174	11	1.3%
9155	10	1.2%
2321	8	1.0%
5186	8	1.0%
5176	7	0.8%
5245	7	0.8%
172	7	0.8%
Other values (527)	727	87.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
20	1	0.1%
45	1	0.1%
48	1	0.1%
73	2	0.2%
75	3	0.4%
78	1	0.1%
79	1	0.1%
97	1	0.1%
99	1	0.1%

Value	Count	Frequency (%)
263735	1	0.1%
231290	1	0.1%
221456	1	0.1%
216633	1	0.1%
203601	1	0.1%
198642	1	0.1%
191531	1	0.1%
164242	1	0.1%
162192	1	0.1%
156467	1	0.1%

mov
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	556
Distinct (%)	66.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32521.14663

Minimum	0
Maximum	559276
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	0
5-th percentile	505
Q1	2848.75
median	9438
Q3	16795.75
95-th percentile	179778.1
Maximum	559276
Range	559276
Interquartile range (IQR)	13947

Descriptive statistics

Standard deviation	67279.36319
Coefficient of variation (CV)	2.068788162
Kurtosis	13.84546841
Mean	32521.14663
Median Absolute Deviation (MAD)	6803
Skewness	3.447333842
Sum	27057594
Variance	4526512711
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1431	23	2.8%
10436	11	1.3%
9392	9	1.1%
9451	9	1.1%
5330	8	1.0%
22747	8	1.0%
9453	7	0.8%
5335	7	0.8%
10860	6	0.7%
332	6	0.7%
Other values (546)	738	88.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
16	1	0.1%
17	1	0.1%
19	3	0.4%
26	1	0.1%
33	1	0.1%
40	1	0.1%
41	1	0.1%
42	1	0.1%
43	1	0.1%

Value	Count	Frequency (%)
559276	1	0.1%
451198	1	0.1%
424465	1	0.1%
401088	1	0.1%
361368	1	0.1%
360089	1	0.1%
343062	1	0.1%
341672	1	0.1%
333819	1	0.1%
331950	1	0.1%

call
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	463
Distinct (%)	55.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7992.871394

Minimum	0
Maximum	176399
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	0
5-th percentile	110
Q1	924
median	1129
Q3	3773
95-th percentile	46890.6
Maximum	176399
Range	176399
Interquartile range (IQR)	2849

Descriptive statistics

Standard deviation	18127.67891
Coefficient of variation (CV)	2.267980807
Kurtosis	19.46832262
Mean	7992.871394
Median Absolute Deviation (MAD)	472
Skewness	3.915587357
Sum	6650069
Variance	328612742.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1126	27	3.2%
1128	24	2.9%
909	23	2.8%
924	21	2.5%
1574	15	1.8%
1127	15	1.8%
977	13	1.6%
926	12	1.4%
1129	10	1.2%
1422	10	1.2%
Other values (453)	662	79.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
2	5	0.6%
3	1	0.1%
5	1	0.1%
6	1	0.1%
9	1	0.1%
10	1	0.1%
16	1	0.1%
17	1	0.1%
18	1	0.1%

Value	Count	Frequency (%)
176399	1	0.1%
137590	1	0.1%
106623	1	0.1%
105279	1	0.1%
104163	1	0.1%
102927	1	0.1%
100253	1	0.1%
92934	1	0.1%
88444	1	0.1%
86412	1	0.1%

sub
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	474
Distinct (%)	57.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3773.137019

Minimum	0
Maximum	135090
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	0
5-th percentile	90.55
Q1	236
median	2035.5
Q3	2655.25
95-th percentile	15219.6
Maximum	135090
Range	135090
Interquartile range (IQR)	2419.25

Descriptive statistics

Standard deviation	9665.534673
Coefficient of variation (CV)	2.561670733
Kurtosis	63.11446338
Mean	3773.137019
Median Absolute Deviation (MAD)	1639
Skewness	6.86722807
Sum	3139250
Variance	93422560.51
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
95	32	3.8%
2652	17	2.0%
2649	11	1.3%
2120	11	1.3%
1649	10	1.2%
2653	10	1.2%
2651	10	1.2%
2150	10	1.2%
93	10	1.2%
119	9	1.1%
Other values (464)	702	84.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
1	4	0.5%
3	1	0.1%
14	3	0.4%
16	4	0.5%
17	1	0.1%
20	1	0.1%
26	1	0.1%
28	1	0.1%
30	2	0.2%

Value	Count	Frequency (%)
135090	1	0.1%
85855	1	0.1%
81152	1	0.1%
77777	1	0.1%
61617	1	0.1%
56144	1	0.1%
56142	1	0.1%
56141	1	0.1%
55975	1	0.1%
52029	1	0.1%

jmp
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	444
Distinct (%)	53.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3413.992788

Minimum	0
Maximum	57380
Zeros	2
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	0
5-th percentile	28.65
Q1	328.25
median	1100
Q3	2877
95-th percentile	17277.05
Maximum	57380
Range	57380
Interquartile range (IQR)	2548.75

Descriptive statistics

Standard deviation	6242.401192
Coefficient of variation (CV)	1.828475213
Kurtosis	18.11688131
Mean	3413.992788
Median Absolute Deviation (MAD)	802
Skewness	3.700577531
Sum	2840442
Variance	38967572.64
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
307	26	3.1%
2876	20	2.4%
309	20	2.4%
674	15	1.8%
2875	15	1.8%
1024	13	1.6%
2877	12	1.4%
17	11	1.3%
1009	11	1.3%
647	11	1.3%
Other values (434)	678	81.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.2%
1	1	0.1%
2	5	0.6%
3	1	0.1%
4	2	0.2%
5	3	0.4%
6	2	0.2%
9	1	0.1%
16	1	0.1%
17	11	1.3%

Value	Count	Frequency (%)
57380	1	0.1%
52918	1	0.1%
43035	1	0.1%
37863	1	0.1%
35086	1	0.1%
33551	1	0.1%
31851	1	0.1%
29378	1	0.1%
28804	1	0.1%
28759	1	0.1%

add
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	507
Distinct (%)	60.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18976.33894

Minimum	0
Maximum	572369
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	0
5-th percentile	199.55
Q1	881
median	3548.5
Q3	19287
95-th percentile	69201
Maximum	572369
Range	572369
Interquartile range (IQR)	18406

Descriptive statistics

Standard deviation	51470.9091
Coefficient of variation (CV)	2.712372985
Kurtosis	45.40232071
Mean	18976.33894
Median Absolute Deviation (MAD)	3338.5
Skewness	6.116891397
Sum	15788314
Variance	2649254484
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
203	23	2.8%
258	15	1.8%
218	13	1.6%
201	12	1.4%
19288	11	1.3%
937	10	1.2%
67722	10	1.2%
4506	9	1.1%
210	9	1.1%
19415	9	1.1%
Other values (497)	711	85.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
1	4	0.5%
8	1	0.1%
45	3	0.4%
46	1	0.1%
47	1	0.1%
69	1	0.1%
86	1	0.1%
112	2	0.2%
124	2	0.2%

Value	Count	Frequency (%)
572369	1	0.1%
488074	1	0.1%
451134	1	0.1%
449310	1	0.1%
373630	1	0.1%
317426	1	0.1%
304897	3	0.4%
280586	1	0.1%
270593	1	0.1%
268375	1	0.1%

cmp
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	474
Distinct (%)	57.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5492.820913

Minimum	0
Maximum	150206
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	0
5-th percentile	49.75
Q1	604.5
median	2709.5
Q3	4011.25
95-th percentile	24310
Maximum	150206
Range	150206
Interquartile range (IQR)	3406.75

Descriptive statistics

Standard deviation	10823.81014
Coefficient of variation (CV)	1.9705376
Kurtosis	50.17657811
Mean	5492.820913
Median Absolute Deviation (MAD)	2052.5
Skewness	5.64233878
Sum	4570027
Variance	117154865.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
555	23	2.8%
14	16	1.9%
933	15	1.8%
3781	14	1.7%
3780	14	1.7%
3779	14	1.7%
3120	13	1.6%
574	13	1.6%
576	12	1.4%
2560	11	1.3%
Other values (464)	687	82.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
6	1	0.1%
13	4	0.5%
14	16	1.9%
15	1	0.1%
19	4	0.5%
20	1	0.1%
24	1	0.1%
25	1	0.1%
26	3	0.4%

Value	Count	Frequency (%)
150206	1	0.1%
86138	1	0.1%
85527	1	0.1%
66953	1	0.1%
64973	1	0.1%
57792	1	0.1%
52509	1	0.1%
52360	1	0.1%
52182	1	0.1%
44498	1	0.1%

test
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	472
Distinct (%)	56.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3359.362981

Minimum	0
Maximum	45054
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	0
5-th percentile	24
Q1	281
median	1422.5
Q3	2260.25
95-th percentile	16437.75
Maximum	45054
Range	45054
Interquartile range (IQR)	1979.25

Descriptive statistics

Standard deviation	6365.11565
Coefficient of variation (CV)	1.894738879
Kurtosis	13.42536005
Mean	3359.362981
Median Absolute Deviation (MAD)	1126
Skewness	3.458959255
Sum	2794990
Variance	40514697.23
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
219	18	2.2%
1352	16	1.9%
1542	15	1.8%
1538	15	1.8%
1539	11	1.3%
1543	10	1.2%
1395	10	1.2%
1540	9	1.1%
1783	9	1.1%
506	9	1.1%
Other values (462)	710	85.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
1	5	0.6%
3	1	0.1%
4	2	0.2%
5	9	1.1%
6	6	0.7%
7	4	0.5%
8	4	0.5%
9	3	0.4%
10	2	0.2%

Value	Count	Frequency (%)
45054	1	0.1%
43283	1	0.1%
42532	1	0.1%
39946	1	0.1%
37231	1	0.1%
37148	1	0.1%
35165	1	0.1%
34307	1	0.1%
33086	1	0.1%
31519	1	0.1%

lea
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	434
Distinct (%)	52.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5089.272837

Minimum	0
Maximum	97763
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	0
5-th percentile	17.65
Q1	273
median	665
Q3	2730
95-th percentile	29261.5
Maximum	97763
Range	97763
Interquartile range (IQR)	2457

Descriptive statistics

Standard deviation	12233.41539
Coefficient of variation (CV)	2.403764896
Kurtosis	16.28246761
Mean	5089.272837
Median Absolute Deviation (MAD)	459
Skewness	3.818712991
Sum	4234275
Variance	149656452.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
191	23	2.8%
644	20	2.4%
643	18	2.2%
991	16	1.9%
558	16	1.9%
992	15	1.8%
645	15	1.8%
230	14	1.7%
219	13	1.6%
665	13	1.6%
Other values (424)	669	80.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
2	1	0.1%
4	3	0.4%
5	1	0.1%
6	11	1.3%
7	11	1.3%
8	1	0.1%
9	3	0.4%
11	1	0.1%
13	6	0.7%

Value	Count	Frequency (%)
97763	1	0.1%
85782	1	0.1%
83230	1	0.1%
71815	1	0.1%
69742	1	0.1%
69073	1	0.1%
64241	1	0.1%
62644	1	0.1%
61535	1	0.1%
60962	1	0.1%

pop
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	520
Distinct (%)	62.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6983.0625

Minimum	0
Maximum	144940
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	0
5-th percentile	100.7
Q1	468.5
median	3919
Q3	5239.25
95-th percentile	28314.65
Maximum	144940
Range	144940
Interquartile range (IQR)	4770.75

Descriptive statistics

Standard deviation	13988.78211
Coefficient of variation (CV)	2.003244581
Kurtosis	30.88775173
Mean	6983.0625
Median Absolute Deviation (MAD)	2938
Skewness	4.792281118
Sum	5809908
Variance	195686025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
187	23	2.8%
4068	13	1.6%
3923	10	1.2%
3925	10	1.2%
245	10	1.2%
9054	9	1.1%
4074	8	1.0%
5786	8	1.0%
1436	8	1.0%
3921	8	1.0%
Other values (510)	725	87.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
4	4	0.5%
13	1	0.1%
20	1	0.1%
24	1	0.1%
27	1	0.1%
29	5	0.6%
30	2	0.2%
31	2	0.2%
33	2	0.2%

Value	Count	Frequency (%)
144940	1	0.1%
142546	1	0.1%
94853	1	0.1%
89720	1	0.1%
81245	1	0.1%
80541	1	0.1%
80069	1	0.1%
79826	1	0.1%
72228	1	0.1%
70888	1	0.1%

FindFirstFile
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	197
Distinct (%)	23.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	427.5048077

Minimum	0
Maximum	57007
Zeros	80
Zeros (%)	9.6%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	36
Q3	263.25
95-th percentile	659.95
Maximum	57007
Range	57007
Interquartile range (IQR)	260.25

Descriptive statistics

Standard deviation	2338.203311
Coefficient of variation (CV)	5.469419919
Kurtosis	416.1701585
Mean	427.5048077
Median Absolute Deviation (MAD)	36
Skewness	18.03840222
Sum	355684
Variance	5467194.722
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	87	10.5%
0	80	9.6%
6	41	4.9%
4	37	4.4%
284	34	4.1%
236	27	3.2%
3	23	2.8%
1	22	2.6%
282	19	2.3%
277	16	1.9%
Other values (187)	446	53.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	80	9.6%
1	22	2.6%
2	87	10.5%
3	23	2.8%
4	37	4.4%
5	15	1.8%
6	41	4.9%
7	5	0.6%
8	8	1.0%
9	8	1.0%

Value	Count	Frequency (%)
57007	1	0.1%
10450	1	0.1%
10449	1	0.1%
10445	1	0.1%
10444	3	0.4%
9377	1	0.1%
9018	1	0.1%
8864	1	0.1%
8851	1	0.1%
6272	1	0.1%

SearchPathW
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	85
Distinct (%)	10.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	166.8461538

Minimum	0
Maximum	8197
Zeros	276
Zeros (%)	33.2%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	6
Q3	13
95-th percentile	109.95
Maximum	8197
Range	8197
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	1013.810776
Coefficient of variation (CV)	6.076320925
Kurtosis	51.2885878
Mean	166.8461538
Median Absolute Deviation (MAD)	6
Skewness	7.168772347
Sum	138816
Variance	1027812.289
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	276	33.2%
3	59	7.1%
16	53	6.4%
7	52	6.2%
13	40	4.8%
10	36	4.3%
9	29	3.5%
4	21	2.5%
5	20	2.4%
2	20	2.4%
Other values (75)	226	27.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	276	33.2%
1	17	2.0%
2	20	2.4%
3	59	7.1%
4	21	2.5%
5	20	2.4%
6	18	2.2%
7	52	6.2%
8	20	2.4%
9	29	3.5%

Value	Count	Frequency (%)
8197	1	0.1%
8179	1	0.1%
8174	8	1.0%
7028	1	0.1%
5726	1	0.1%
5724	1	0.1%
5719	1	0.1%
5702	1	0.1%
3594	1	0.1%
1053	5	0.6%

SetFilePointer
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	328
Distinct (%)	39.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	365.2932692

Minimum	0
Maximum	81128
Zeros	120
Zeros (%)	14.4%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	48
Q3	350.75
95-th percentile	886
Maximum	81128
Range	81128
Interquartile range (IQR)	348.75

Descriptive statistics

Standard deviation	2955.254652
Coefficient of variation (CV)	8.090087885
Kurtosis	675.5672766
Mean	365.2932692
Median Absolute Deviation (MAD)	48
Skewness	25.04170858
Sum	303924
Variance	8733530.058
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	120	14.4%
2	68	8.2%
1	28	3.4%
4	27	3.2%
12	22	2.6%
21	19	2.3%
3	18	2.2%
6	17	2.0%
10	14	1.7%
69	8	1.0%
Other values (318)	491	59.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	120	14.4%
1	28	3.4%
2	68	8.2%
3	18	2.2%
4	27	3.2%
5	3	0.4%
6	17	2.0%
7	3	0.4%
8	2	0.2%
9	2	0.2%

Value	Count	Frequency (%)
81128	1	0.1%
19996	1	0.1%
7403	1	0.1%
6800	1	0.1%
6635	1	0.1%
6526	1	0.1%
5145	1	0.1%
4819	1	0.1%
4257	1	0.1%
3879	1	0.1%

FindResourceEx
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	247
Distinct (%)	29.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	313.8834135

Minimum	0
Maximum	5777
Zeros	196
Zeros (%)	23.6%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	70
Q3	597
95-th percentile	674.35
Maximum	5777
Range	5777
Interquartile range (IQR)	596

Descriptive statistics

Standard deviation	495.2689963
Coefficient of variation (CV)	1.577875654
Kurtosis	54.17686219
Mean	313.8834135
Median Absolute Deviation (MAD)	70
Skewness	5.734657828
Sum	261151
Variance	245291.3787
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	196	23.6%
3	40	4.8%
2	26	3.1%
622	23	2.8%
596	20	2.4%
600	18	2.2%
587	16	1.9%
1	16	1.9%
11	14	1.7%
5	13	1.6%
Other values (237)	450	54.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	196	23.6%
1	16	1.9%
2	26	3.1%
3	40	4.8%
4	2	0.2%
5	13	1.6%
6	2	0.2%
7	10	1.2%
8	4	0.5%
9	7	0.8%

Value	Count	Frequency (%)
5777	2	0.2%
5005	1	0.1%
4998	1	0.1%
2506	1	0.1%
2487	1	0.1%
2118	1	0.1%
2044	1	0.1%
1778	1	0.1%
1756	1	0.1%
1509	1	0.1%

GetFileAttributesW
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	290
Distinct (%)	34.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	363.6622596

Minimum	0
Maximum	14264
Zeros	105
Zeros (%)	12.6%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	64
Q3	762
95-th percentile	858
Maximum	14264
Range	14264
Interquartile range (IQR)	760

Descriptive statistics

Standard deviation	717.1497452
Coefficient of variation (CV)	1.972021364
Kurtosis	217.7724827
Mean	363.6622596
Median Absolute Deviation (MAD)	64
Skewness	12.37827919
Sum	302567
Variance	514303.757
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	105	12.6%
2	88	10.6%
1	39	4.7%
8	12	1.4%
5	12	1.4%
3	11	1.3%
764	10	1.2%
22	9	1.1%
4	9	1.1%
761	8	1.0%
Other values (280)	529	63.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	105	12.6%
1	39	4.7%
2	88	10.6%
3	11	1.3%
4	9	1.1%
5	12	1.4%
6	8	1.0%
7	7	0.8%
8	12	1.4%
9	2	0.2%

Value	Count	Frequency (%)
14264	1	0.1%
10541	1	0.1%
3418	1	0.1%
1659	1	0.1%
1538	1	0.1%
1521	1	0.1%
1475	1	0.1%
1453	1	0.1%
1400	1	0.1%
1369	1	0.1%

SetFileAttributesW
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	99
Distinct (%)	11.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	90.69110577

Minimum	0
Maximum	977
Zeros	290
Zeros (%)	34.9%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	234
95-th percentile	287
Maximum	977
Range	977
Interquartile range (IQR)	234

Descriptive statistics

Standard deviation	123.4153057
Coefficient of variation (CV)	1.360831414
Kurtosis	2.004026241
Mean	90.69110577
Median Absolute Deviation (MAD)	3
Skewness	1.117112331
Sum	75455
Variance	15231.33768
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	290	34.9%
1	60	7.2%
3	54	6.5%
4	39	4.7%
2	36	4.3%
236	23	2.8%
233	15	1.8%
268	12	1.4%
289	12	1.4%
237	11	1.3%
Other values (89)	280	33.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	290	34.9%
1	60	7.2%
2	36	4.3%
3	54	6.5%
4	39	4.7%
5	7	0.8%
6	11	1.3%
7	7	0.8%
8	5	0.6%
9	2	0.2%

Value	Count	Frequency (%)
977	1	0.1%
638	1	0.1%
404	1	0.1%
349	2	0.2%
299	1	0.1%
292	5	0.6%
291	1	0.1%
290	5	0.6%
289	12	1.4%
288	10	1.2%

SetFilePointerEx
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	209
Distinct (%)	25.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	95.24038462

Minimum	0
Maximum	7387
Zeros	316
Zeros (%)	38.0%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	110
95-th percentile	347.7
Maximum	7387
Range	7387
Interquartile range (IQR)	110

Descriptive statistics

Standard deviation	386.0803834
Coefficient of variation (CV)	4.05374658
Kurtosis	207.4969687
Mean	95.24038462
Median Absolute Deviation (MAD)	2
Skewness	13.19461058
Sum	79240
Variance	149058.0625
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	316	38.0%
2	93	11.2%
1	48	5.8%
3	34	4.1%
5	12	1.4%
80	5	0.6%
239	5	0.6%
138	5	0.6%
351	5	0.6%
59	4	0.5%
Other values (199)	305	36.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	316	38.0%
1	48	5.8%
2	93	11.2%
3	34	4.1%
4	3	0.4%
5	12	1.4%
6	3	0.4%
7	3	0.4%
8	1	0.1%
9	3	0.4%

Value	Count	Frequency (%)
7387	1	0.1%
5077	1	0.1%
4189	1	0.1%
3225	1	0.1%
2447	1	0.1%
1766	1	0.1%
737	1	0.1%
523	1	0.1%
479	1	0.1%
470	1	0.1%

CryptEncrypt
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	162
Distinct (%)	19.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.90985577

Minimum	0
Maximum	3874
Zeros	452
Zeros (%)	54.3%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	49
95-th percentile	205
Maximum	3874
Range	3874
Interquartile range (IQR)	49

Descriptive statistics

Standard deviation	212.9783926
Coefficient of variation (CV)	4.102850787
Kurtosis	210.4825611
Mean	51.90985577
Median Absolute Deviation (MAD)	0
Skewness	13.60254871
Sum	43189
Variance	45359.79572
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	452	54.3%
4	50	6.0%
5	22	2.6%
143	7	0.8%
30	6	0.7%
37	6	0.7%
49	5	0.6%
101	5	0.6%
150	5	0.6%
68	4	0.5%
Other values (152)	270	32.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	452	54.3%
1	4	0.5%
2	3	0.4%
3	4	0.5%
4	50	6.0%
5	22	2.6%
6	1	0.1%
7	2	0.2%
9	3	0.4%
12	2	0.2%

Value	Count	Frequency (%)
3874	1	0.1%
3004	1	0.1%
2922	1	0.1%
1555	1	0.1%
444	1	0.1%
352	1	0.1%
316	1	0.1%
314	1	0.1%
312	1	0.1%
283	1	0.1%

CreateThread
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	56
Distinct (%)	6.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.53485577

Minimum	0
Maximum	94
Zeros	124
Zeros (%)	14.9%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	8
Q3	28
95-th percentile	38
Maximum	94
Range	94
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	14.6773969
Coefficient of variation (CV)	1.009806849
Kurtosis	1.271796225
Mean	14.53485577
Median Absolute Deviation (MAD)	8
Skewness	1.025027733
Sum	12093
Variance	215.4259798
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	124	14.9%
2	71	8.5%
30	55	6.6%
5	55	6.6%
28	53	6.4%
3	47	5.6%
1	39	4.7%
4	35	4.2%
6	28	3.4%
11	24	2.9%
Other values (46)	301	36.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	124	14.9%
1	39	4.7%
2	71	8.5%
3	47	5.6%
4	35	4.2%
5	55	6.6%
6	28	3.4%
7	14	1.7%
8	20	2.4%
9	13	1.6%

Value	Count	Frequency (%)
94	1	0.1%
83	1	0.1%
78	1	0.1%
77	1	0.1%
76	1	0.1%
53	1	0.1%
52	1	0.1%
51	1	0.1%
50	1	0.1%
49	1	0.1%

FindResourceExW
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	241
Distinct (%)	29.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	313.5192308

Minimum	0
Maximum	5777
Zeros	195
Zeros (%)	23.4%
Negative	0
Negative (%)	0.0%
Memory size	6.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	70
Q3	597
95-th percentile	674.35
Maximum	5777
Range	5777
Interquartile range (IQR)	596

Descriptive statistics

Standard deviation	495.2433571
Coefficient of variation (CV)	1.579626729
Kurtosis	54.20457674
Mean	313.5192308
Median Absolute Deviation (MAD)	70
Skewness	5.737019005
Sum	260848
Variance	245265.9828
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	195	23.4%
3	42	5.0%
2	27	3.2%
622	23	2.8%
596	20	2.4%
600	18	2.2%
1	16	1.9%
587	15	1.8%
11	13	1.6%
612	12	1.4%
Other values (231)	451	54.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	195	23.4%
1	16	1.9%
2	27	3.2%
3	42	5.0%
4	2	0.2%
5	12	1.4%
6	2	0.2%
7	9	1.1%
8	6	0.7%
9	7	0.8%

Value	Count	Frequency (%)
5777	2	0.2%
5005	1	0.1%
4998	1	0.1%
2506	1	0.1%
2487	1	0.1%
2118	1	0.1%
2042	1	0.1%
1778	1	0.1%
1756	1	0.1%
1509	1	0.1%

Cerber
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	6.6 KiB

0	443
1	389

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	832
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	443	53.2%
1	389	46.8%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	443	53.2%
1	389	46.8%

Most occurring characters

Value	Count	Frequency (%)
0	443	53.2%
1	389	46.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	832	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	443	53.2%
1	389	46.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	832	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	443	53.2%
1	389	46.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	832	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	443	53.2%
1	389	46.8%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	push	mov	call	sub	jmp	add	cmp	test	lea	pop	FindFirstFile	SearchPathW	SetFilePointer	FindResourceEx	GetFileAttributesW	SetFileAttributesW	SetFilePointerEx	CreateThread	FindResourceExW
0	76103	101313	29344	4859	12795	33826	13694	18741	11052	19881	1	0	1	0	1	1	0	0	0
1	2317	5335	1574	381	674	3228	933	514	681	1479	2	0	21	26	5	0	0	0	26
2	25822	87411	23903	3535	7163	43742	8779	4333	7105	16319	1	0	0	0	0	0	0	0	0
3	76094	115296	46972	5925	12294	7575	20646	13479	21433	16816	1	1	1	1	1	0	0	1	1
4	25073	90674	23946	3605	7201	42950	8541	4224	7149	15881	0	0	0	0	0	0	0	0	0
5	139751	205795	69858	9011	23491	28419	29497	21687	51881	27134	44	48	223	1052	445	23	2	38	1051
6	4886	89924	15734	5652	7254	8967	13832	9523	14109	4981	1	0	1	0	1	0	0	0	0
7	38761	71261	21158	3317	8707	99465	6678	5932	8993	25592	2	0	1	0	1	0	0	1	0
8	10621	169551	46777	12429	10500	15289	13669	17466	30295	12997	0	0	1	0	1	0	0	1	0
9	24746	41079	16058	2560	5913	4808	7936	5073	9275	7365	37	5	547	607	261	2	2	16	607

Last rows

	push	mov	call	sub	jmp	add	cmp	test	lea	pop	FindFirstFile	SearchPathW	SetFilePointer	FindResourceEx	GetFileAttributesW	SetFileAttributesW	SetFilePointerEx	CryptEncrypt	CreateThread	FindResourceExW	Cerber
822	2123	1462	915	93	304	200	563	233	214	197	1952	3	7403	3	1521	3	7387	4	10	3	1
823	5185	9454	1128	2651	2875	19416	3781	1543	991	3933	277	16	63	622	760	223	58	36	30	622	1
824	5174	9391	1126	2648	2872	19294	3778	1540	643	3921	277	16	58	622	761	223	52	33	30	622	1
825	9155	10860	657	2959	1069	4506	7149	1253	856	9054	24	8	10	31	56	4	2	5	6	31	1
826	5422	9011	929	2491	1114	4108	2712	1461	545	4116	503	10	195	621	788	251	184	112	30	621	1
827	6997	14127	1104	3040	1265	3609	3307	1784	694	7612	264	7	207	607	767	248	183	111	28	607	1
828	6997	14127	1104	3040	1265	3609	3307	1784	694	7612	270	10	223	620	771	251	200	121	28	620	1
829	5176	9391	1128	2647	2874	19289	3780	1538	644	3923	275	20	22	680	755	218	17	13	28	680	1
830	5179	9447	1127	2652	2877	19413	3780	1542	991	3925	277	16	11	622	752	217	6	7	30	622	1
831	2065	1431	909	95	307	203	555	220	191	187	227	7	444	587	660	236	110	68	18	587	1

Most frequently occurring

	push	mov	call	sub	jmp	add	cmp	test	lea	pop	FindFirstFile	SearchPathW	SetFilePointer	FindResourceEx	GetFileAttributesW	SetFileAttributesW	SetFilePointerEx	CreateThread	FindResourceExW	Cerber	# duplicates
0	111	400	37	16	20	160	14	6	7	29	2	0	2	11	2	0	0	2	11	1	3
1	281	3694	854	402	384	510	593	511	584	284	2	0	2	0	0	0	2	0	0	0	3
9	26697	22747	8425	1649	4242	2109	4815	5720	3911	5786	22	3	162	80	11	3	138	11	80	0	3
10	48271	15827	1272	28150	1100	304897	7031	2521	1322	37089	6	0	0	0	2	0	0	0	0	0	3
2	1533	3568	841	219	298	522	709	281	610	586	0	0	0	0	0	0	0	0	0	0	2
3	2187	1559	936	96	317	210	576	237	230	243	3	6	12	47	8	3	0	5	47	0	2
4	2191	1574	937	97	319	201	576	238	230	245	3	3	12	11	8	3	0	3	11	0	2
5	2212	1650	934	119	308	201	605	260	241	245	3	3	3	9	7	3	0	3	9	0	2
6	2583	1687	1100	102	357	258	598	297	276	351	2	3	3	9	6	3	0	3	9	0	2
7	2583	1687	1100	102	357	258	598	297	276	351	2	6	3	45	6	3	0	5	45	0	2

Overview

Variables

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequently occurring